Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | BOTORCH_MODULAR |
| Max. nr. evaluations | 4 |
| Number random steps | 2 |
| Nr. of workers (parameter) | 4 |
Best RESULT, min (total: 4)
| a | b | RESULT |
|---|
| 62.42489188703371 | 6.39584620361163 | 68.8207380906 |
Job Summary per Generation Node
| Generation Node | Total | COMPLETED |
|---|
| SOBOL | 2 | 2 |
| BOTORCH_MODULAR | 2 | 2 |
Experiment parameters
| Name | Type | Lower bound | Upper bound | Type | Log Scale? |
|---|
| a | range | 5 | 100 | float | No |
| b | range | 5 | 100 | float | No |
Number of evaluations
| Failed |
Succeeded |
Running |
Total |
| 0 |
4 |
0 |
4 |
Result names and types
Last progressbar status
2026-05-06 11:55:31 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906, finishing jobs, finished 1 job
Git-Version
Commit: a2c5908472f90ba58f1892495ab3fc1b720df57f (9293-3-ga2c590847)
trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,a,b
0,1778068488,2,f2160fa0-49ff-4019-9ecf-bc5b5c66dd76,1778068490,1778068496,6,perl -e 'print "RESULT: " . (56.83573693037033081055 + 29.89757299423217773438)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,86.733309924599993223637284245342,56.835736930370330810546875,29.897572994232177734375
1,1778068499,1,f2160fa0-49ff-4019-9ecf-bc5b5c66dd76,1778068500,1778068506,6,perl -e 'print "RESULT: " . (41.8070254102349281311 + 91.79628961719572544098)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,133.603315027399986547607113607228,41.807025410234928131103515625,91.79628961719572544097900390625
2,1778068510,1,f2160fa0-49ff-4019-9ecf-bc5b5c66dd76,1778068511,1778068517,6,perl -e 'print "RESULT: " . (62.42489188703370928124 + 6.39584620361163036506)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,68.820738090600002578867133706808,62.424891887033709281240589916706,6.395846203611630365060136682587
3,1778068520,2,f2160fa0-49ff-4019-9ecf-bc5b5c66dd76,1778068522,1778068528,6,perl -e 'print "RESULT: " . (90.02571782206850059538 + 5)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,95.025717822068500595378282014281,90.025717822068500595378282014281,5
========================================================================
Current git-hash: a2c5908472f90ba58f1892495ab3fc1b720df57f (last fully tested stable version 3 commits ago [6efe9b5645abb6a4e0471dd42a96833aed7eb7e7, 9293])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 11:54:46] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: fc19ff93-eadc-4c11-881f-90032c567db0
_________________________________________________
/ \
| OmniOpt2 - Dancing on the edge of chaos – welcome |
| to the tuning dimension. |
\ /
=================================================
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|__________|
/ /\
/ / \
/___________/___/|
| | |
| ==\ /== | |
| O O | \ \ |
| < | \ \|
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/ | \_____/ | / /
/ /| | / /|
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<__/ \__>
omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=49 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a │ range │ 5 │ 100 │ float │ No │
│ b │ range │ 5 │ 100 │ float │ No │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10 │
└─────────────────────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 4)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ a ┃ b ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 62.42489188703371 │ 6.39584620361163 │ 68.8207380906 │
└───────────────────┴──────────────────┴───────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 4 │ 6.00 sec │ 6.00 sec │ 6.00 sec │ 6.00 sec │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2026-05-06 11:54:48 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, Started OmniOpt2 run...
2026-05-06 11:54:48 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:54:48 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-06 11:54:48 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, eval #1/1 start
2026-05-06 11:54:48 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, starting new job
2026-05-06 11:54:48 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, started new job
2026-05-06 11:54:57 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, new result: RESULT: 86.733310
2026-05-06 11:54:58 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, finishing jobs, finished 1 job
2026-05-06 11:54:58 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, getting new HP set (no sbatch)
2026-05-06 11:54:58 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, requested 1 jobs, got 1, 0.05 s/job
2026-05-06 11:54:58 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, eval #1/1 start
2026-05-06 11:54:59 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, starting new job
2026-05-06 11:54:59 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, started new job
2026-05-06 11:55:08 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246025, new result: RESULT: 133.603315
2026-05-06 11:55:09 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): SOBOL, best RESULT: 86.7333099246, finishing jobs, finished 1 job
2026-05-06 11:55:09 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 86.7333099246, getting new HP set (no sbatch)
2026-05-06 11:55:10 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 86.7333099246, requested 1 jobs, got 1, 0.66 s/job
2026-05-06 11:55:10 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 86.7333099246, eval #1/1 start
2026-05-06 11:55:10 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 86.7333099246, starting new job
2026-05-06 11:55:10 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 86.7333099246, started new job
2026-05-06 11:55:19 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 86.7333099246, new result: RESULT: 68.820738
2026-05-06 11:55:20 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, finishing jobs, finished 1 job
2026-05-06 11:55:20 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, getting new HP set (no sbatch)
2026-05-06 11:55:20 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, requested 1 jobs, got 1, 0.37 s/job
2026-05-06 11:55:20 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, eval #1/1 start
2026-05-06 11:55:20 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, starting new job
2026-05-06 11:55:20 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, started new job
2026-05-06 11:55:30 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906453, new result: RESULT: 95.025718
2026-05-06 11:55:31 (f2160fa0-49ff-4019-9ecf-bc5b5c66dd76): BOTORCH_MODULAR, best RESULT: 68.8207380906, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.120 │ 1 │ 0.120 │
│ 2 │ 0.068 │ 1 │ 0.068 │
│ 3 │ 0.069 │ 1 │ 0.069 │
│ 4 │ 0.068 │ 1 │ 0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.081 │ │ │
│ Median │ 0.068 │ │ │
│ Total │ 0.324 │ │ │
│ Max │ 0.120 │ │ │
│ Min │ 0.068 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.022 │ 1 │ 0.022 │
│ 2 │ 0.047 │ 1 │ 0.047 │
│ 3 │ 0.659 │ 1 │ 0.659 │
│ 4 │ 0.372 │ 1 │ 0.372 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.275 │ │ │
│ Median │ 0.210 │ │ │
│ Total │ 1.100 │ │ │
│ Max │ 0.659 │ │ │
│ Min │ 0.022 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview
| Key | Value |
|---|
| config_yaml | None |
| config_toml | None |
| config_json | None |
| num_random_steps | 2 |
| max_eval | 4 |
| run_program | [['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']] |
| experiment_name | multiplication_constraint |
| mem_gb | 10 |
| parameter | [['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']] |
| continue_previous_job | None |
| experiment_constraints | [['YSAqIGIgPj0gMTA=']] |
| run_dir | runs |
| seed | None |
| verbose_tqdm | False |
| model | BOTORCH_MODULAR |
| gridsearch | False |
| occ | False |
| show_sixel_scatter | False |
| show_sixel_general | False |
| show_sixel_trial_index_result | False |
| follow | True |
| send_anonymized_usage_stats | True |
| ui_url | None |
| root_venv_dir | /home/runner |
| exclude | None |
| main_process_gb | 8 |
| max_nr_of_zero_results | 50 |
| abbreviate_job_names | False |
| orchestrator_file | None |
| checkout_to_latest_tested_version | False |
| live_share | True |
| disable_tqdm | False |
| disable_previous_job_constraint | False |
| workdir | |
| occ_type | euclid |
| result_names | ['RESULT=min'] |
| minkowski_p | 2 |
| signed_weighted_euclidean_weights | |
| generation_strategy | None |
| generate_all_jobs_at_once | True |
| revert_to_random_when_seemingly_exhausted | True |
| load_data_from_existing_jobs | [] |
| n_estimators_randomforest | 100 |
| max_attempts_for_generation | 20 |
| external_generator | None |
| username | None |
| max_failed_jobs | 0 |
| num_cpus_main_job | None |
| calculate_pareto_front_of_job | [] |
| show_generate_time_table | False |
| force_choice_for_ranges | False |
| max_abandoned_retrial | 20 |
| share_password | None |
| dryrun | False |
| db_url | None |
| run_program_once | None |
| worker_generator_path | None |
| save_to_database | False |
| range_max_difference | 1000000 |
| skip_search | False |
| nr_evals_per_arm | 1 |
| dont_warm_start_refitting | False |
| refit_on_cv | False |
| fit_out_of_design | False |
| fit_abandoned | False |
| dont_jit_compile | False |
| num_restarts | 20 |
| raw_samples | 1024 |
| max_num_of_parallel_sruns | 16 |
| no_transform_inputs | False |
| no_normalize_y | False |
| transforms | [] |
| number_of_generators | 1 |
| num_parallel_jobs | 4 |
| worker_timeout | 60 |
| slurm_use_srun | False |
| time | 60 |
| partition | alpha |
| reservation | None |
| force_local_execution | False |
| slurm_signal_delay_s | 0 |
| nodes_per_job | 1 |
| cpus_per_task | 1 |
| account | None |
| gpus | 0 |
| dependency | None |
| run_mode | local |
| verbose | False |
| verbose_break_run_search_table | False |
| debug | False |
| flame_graph | False |
| memray | False |
| no_sleep | False |
| tests | False |
| show_worker_percentage_table_at_end | False |
| auto_exclude_defective_hosts | False |
| run_tests_that_fail_on_taurus | False |
| raise_in_eval | False |
| show_ram_every_n_seconds | 0 |
| show_generation_and_submission_sixel | False |
| just_return_defaults | False |
| prettyprint | False |
| runtime_debug | False |
| debug_stack_regex | |
| debug_stack_trace_regex | None |
| show_func_name | False |
| beartype | False |
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1778068486,741.32421875,28.7
RESULT (goal: minimize)
Best value: 68.8207380906
Achieved at:
- run_time = 6
- a = 62.424891887034
- b = 6.3958462036116
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 4 |
| RESULT | 68.8207 | 133.6033 | 96.0458 | 23.6619 | 4 |
| a | 41.807 | 90.0257 | 62.7733 | 17.4475 | 4 |
| b | 5 | 91.7963 | 33.2724 | 35.2069 | 4 |
Show SLURM-Job-ID (if it exists)
